Key research themes
1. How can three-dimensional imaging and computational texture analysis improve quantification and classification of ore mineral textures?
This research theme explores the application of advanced 3D imaging techniques such as X-ray computed tomography (XCT) combined with computational methods like gray level co-occurrence matrices (GLCM) and image analysis to objectively quantify and classify mineral textures in ores. Mineral texture, including grain size, shape, spatial distribution, and interrelationships, critically influences ore processing and variability, but conventional 2D methods face limitations in fully capturing these features. Developing robust 3D methodologies enables holistic, automated, and reproducible characterization that can enhance geometallurgical modeling, process prediction, and ore variability assessment.
2. What are the textural characteristics of sulfide ores and their implications for ore genesis and beneficiation strategies?
This theme focuses on detailed morphometric and microstructural characterization of sulfide ore textures using optical microscopy and X-ray microtomography, elucidating key mineral grain parameters and intergrowths that affect ore processing strategies such as selective disintegration and beneficiation. Understanding sulfide textures, including grain size, perimeter, elongation, roughness, and textural intergrowth types, is vital for optimizing ore dressing processes, minimizing overgrinding, and enhancing selective liberation of valuable minerals. These textural insights also inform genetic interpretations of ore formation in magmatic sulfide systems.
3. What are the origins and diagnostic features of mineralogical textures such as zebra textures and unidirectional solidification textures in ore deposits, and how do these inform ore genesis and exploration?
This research area investigates distinct mineralogical and textural features—specifically zebra textures in carbonate-hosted ore deposits and unidirectional solidification textures in porphyry-style Au deposits—to decipher their formation mechanisms, temporal evolution, and significance as exploration vectors. Integrating petrography, cathodoluminescence, geochemical proxies, and structural analyses, the studies elucidate processes such as replacement reactions, fracturing, recrystallization, and fluid flow that generate these textures. Understanding their genesis aids geological interpretation of ore systems and enhances predictive targeting of mineralization.